Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2968 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 301.4 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 12 |
|---|
monetary is highly overall correlated with qtde_invoices and 3 other fields | High correlation |
recency is highly overall correlated with qtde_invoices | High correlation |
qtde_invoices is highly overall correlated with monetary and 3 other fields | High correlation |
qtde_items is highly overall correlated with monetary and 3 other fields | High correlation |
qtde_products is highly overall correlated with monetary and 3 other fields | High correlation |
avg_ticket is highly overall correlated with avg_unique_basket_size | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
avg_basket_size is highly overall correlated with monetary and 1 other fields | High correlation |
avg_unique_basket_size is highly overall correlated with qtde_products and 1 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 53.43524464) | Skewed |
frequency is highly skewed (γ1 = 24.87657216) | Skewed |
qtdade_itens_retornados is highly skewed (γ1 = 51.78903194) | Skewed |
avg_basket_size is highly skewed (γ1 = 44.67603937) | Skewed |
customer_id has unique values | Unique |
recency has 34 (1.1%) zeros | Zeros |
qtdade_itens_retornados has 1480 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-05-01 19:53:37.984382 |
|---|---|
| Analysis finished | 2023-05-01 19:53:53.195827 |
| Duration | 15.21 seconds |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
| Distinct | 2968 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.371 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.35 |
| Q1 | 13798.75 |
| median | 15220.5 |
| Q3 | 16768.5 |
| 95-th percentile | 17964.65 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969.75 |
Descriptive statistics
| Standard deviation | 1719.1403 |
|---|---|
| Coefficient of variation (CV) | 0.11258013 |
| Kurtosis | -1.2061649 |
| Mean | 15270.371 |
| Median Absolute Deviation (MAD) | 1489 |
| Skewness | 0.032199506 |
| Sum | 45322461 |
| Variance | 2955443.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 12670 | 1 | < 0.1% |
| 17734 | 1 | < 0.1% |
| 14905 | 1 | < 0.1% |
| 16103 | 1 | < 0.1% |
| 14626 | 1 | < 0.1% |
| 14868 | 1 | < 0.1% |
| 18246 | 1 | < 0.1% |
| 17115 | 1 | < 0.1% |
| 16611 | 1 | < 0.1% |
| Other values (2958) | 2958 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
monetary
Real number (ℝ)
| Distinct | 2953 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2749.7094 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.7325 |
| Q1 | 570.845 |
| median | 1085.51 |
| Q3 | 2308.805 |
| 95-th percentile | 7221.795 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1737.96 |
Descriptive statistics
| Standard deviation | 10582.241 |
|---|---|
| Coefficient of variation (CV) | 3.8484942 |
| Kurtosis | 353.83989 |
| Mean | 2749.7094 |
| Median Absolute Deviation (MAD) | 671.625 |
| Skewness | 16.775076 |
| Sum | 8161137.5 |
| Variance | 1.1198382 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1078.96 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 734.94 | 2 | 0.1% |
| Other values (2943) | 2948 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 140438.72 | 1 | |
| 124564.53 | 1 | |
| 117375.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 |
recency
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.303908 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 34 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.764827 |
|---|---|
| Coefficient of variation (CV) | 1.2093328 |
| Kurtosis | 2.7759634 |
| Mean | 64.303908 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7978803 |
| Sum | 190854 |
| Variance | 6047.3683 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 2 | 85 | 2.9% |
| 3 | 85 | 2.9% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 9 | 66 | 2.2% |
| 7 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 22 | 55 | 1.9% |
| Other values (262) | 2218 |
| Value | Count | Frequency (%) |
| 0 | 34 | 1.1% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 4 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
qtde_invoices
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7237197 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8580052 |
|---|---|
| Coefficient of variation (CV) | 1.5475959 |
| Kurtosis | 190.76806 |
| Mean | 5.7237197 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.764858 |
| Sum | 16988 |
| Variance | 78.464257 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 786 | |
| 3 | 497 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 1 | 190 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Other values (46) | 332 |
| Value | Count | Frequency (%) |
| 1 | 190 | 6.4% |
| 2 | 786 | |
| 3 | 497 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
qtde_items
Real number (ℝ)
| Distinct | 1665 |
|---|---|
| Distinct (%) | 56.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1606.6779 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 101.35 |
| Q1 | 296 |
| median | 638 |
| Q3 | 1399 |
| 95-th percentile | 4407.6 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 1103 |
Descriptive statistics
| Standard deviation | 5883.956 |
|---|---|
| Coefficient of variation (CV) | 3.6621877 |
| Kurtosis | 466.99678 |
| Mean | 1606.6779 |
| Median Absolute Deviation (MAD) | 419.5 |
| Skewness | 17.875434 |
| Sum | 4768620 |
| Variance | 34620938 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 88 | 9 | 0.3% |
| 150 | 9 | 0.3% |
| 260 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 288 | 8 | 0.3% |
| 272 | 8 | 0.3% |
| 246 | 8 | 0.3% |
| 516 | 7 | 0.2% |
| 394 | 7 | 0.2% |
| Other values (1655) | 2885 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80997 | 1 | |
| 79963 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 62812 | 1 | |
| 58243 | 1 | |
| 57785 | 1 |
qtde_products
Real number (ℝ)
| Distinct | 469 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.66712 |
| Minimum | 1 |
|---|---|
| Maximum | 7837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7837 |
| Range | 7836 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.87945 |
|---|---|
| Coefficient of variation (CV) | 2.2000961 |
| Kurtosis | 354.76843 |
| Mean | 122.66712 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.705296 |
| Sum | 364076 |
| Variance | 72834.917 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 45 | 1.5% |
| 20 | 38 | 1.3% |
| 35 | 35 | 1.2% |
| 29 | 33 | 1.1% |
| 19 | 33 | 1.1% |
| 15 | 33 | 1.1% |
| 11 | 32 | 1.1% |
| 26 | 31 | 1.0% |
| 27 | 30 | 1.0% |
| 6 | 29 | 1.0% |
| Other values (459) | 2629 |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.2% |
| 2 | 14 | |
| 3 | 16 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 29 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 27 | |
| 10 | 27 |
| Value | Count | Frequency (%) |
| 7837 | 1 | |
| 5670 | 1 | |
| 5095 | 1 | |
| 4577 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1636 | 1 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2965 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.915666 |
| Minimum | 2.1505882 |
|---|---|
| Maximum | 56157.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 2.1505882 |
|---|---|
| 5-th percentile | 4.915888 |
| Q1 | 13.120801 |
| median | 17.977335 |
| Q3 | 24.989429 |
| 95-th percentile | 90.498417 |
| Maximum | 56157.5 |
| Range | 56155.349 |
| Interquartile range (IQR) | 11.868627 |
Descriptive statistics
| Standard deviation | 1037.1087 |
|---|---|
| Coefficient of variation (CV) | 19.976797 |
| Kurtosis | 2889.7351 |
| Mean | 51.915666 |
| Median Absolute Deviation (MAD) | 5.9901484 |
| Skewness | 53.435245 |
| Sum | 154085.7 |
| Variance | 1075594.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 2 | 0.1% |
| 4.162 | 2 | 0.1% |
| 14.47833333 | 2 | 0.1% |
| 18.15222222 | 1 | < 0.1% |
| 13.92736842 | 1 | < 0.1% |
| 36.24411765 | 1 | < 0.1% |
| 29.78416667 | 1 | < 0.1% |
| 22.8792623 | 1 | < 0.1% |
| 20.51104167 | 1 | < 0.1% |
| 149.025 | 1 | < 0.1% |
| Other values (2955) | 2955 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 56157.5 | 1 | |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 |
avg_recency_days
Real number (ℝ)
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.353402 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 25.927198 |
| median | 48.267857 |
| Q3 | 85.375 |
| 95-th percentile | 201 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.447802 |
Descriptive statistics
| Standard deviation | 63.553446 |
|---|---|
| Coefficient of variation (CV) | 0.94358183 |
| Kurtosis | 4.8848377 |
| Mean | 67.353402 |
| Median Absolute Deviation (MAD) | 26.267857 |
| Skewness | 2.0624779 |
| Sum | 199904.9 |
| Variance | 4039.0405 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 4 | 22 | 0.7% |
| 70 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 35 | 19 | 0.6% |
| 49 | 18 | 0.6% |
| 21 | 17 | 0.6% |
| 46 | 17 | 0.6% |
| 11 | 17 | 0.6% |
| 1 | 16 | 0.5% |
| Other values (1248) | 2776 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 22 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
frequency
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1224 |
|---|---|
| Distinct (%) | 41.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11382141 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0088935048 |
| Q1 | 0.016336535 |
| median | 0.025898352 |
| Q3 | 0.049426591 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455 |
| Interquartile range (IQR) | 0.033090056 |
Descriptive statistics
| Standard deviation | 0.40822261 |
|---|---|
| Coefficient of variation (CV) | 3.5865187 |
| Kurtosis | 989.04899 |
| Mean | 0.11382141 |
| Median Absolute Deviation (MAD) | 0.012196886 |
| Skewness | 24.876572 |
| Sum | 337.82195 |
| Variance | 0.1666457 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 198 | 6.7% |
| 0.02777777778 | 17 | 0.6% |
| 0.0625 | 17 | 0.6% |
| 0.02380952381 | 16 | 0.5% |
| 0.08333333333 | 15 | 0.5% |
| 0.09090909091 | 15 | 0.5% |
| 0.02941176471 | 14 | 0.5% |
| 0.03448275862 | 14 | 0.5% |
| 0.02564102564 | 13 | 0.4% |
| 0.02127659574 | 13 | 0.4% |
| Other values (1214) | 2636 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 6 | 0.2% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 198 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| 0.5 | 3 | 0.1% |
qtdade_itens_retornados
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 214 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.177898 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 1480 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 100.65 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 1512.7506 |
|---|---|
| Coefficient of variation (CV) | 24.329394 |
| Kurtosis | 2764.598 |
| Mean | 62.177898 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 51.789032 |
| Sum | 184544 |
| Variance | 2288414.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 6 | 78 | 2.6% |
| 5 | 61 | 2.1% |
| 12 | 51 | 1.7% |
| 8 | 43 | 1.4% |
| 7 | 43 | 1.4% |
| Other values (204) | 706 |
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 5 | 61 | 2.1% |
| 6 | 78 | 2.6% |
| 7 | 43 | 1.4% |
| 8 | 43 | 1.4% |
| 9 | 41 | 1.4% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 |
avg_basket_size
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1973 |
|---|---|
| Distinct (%) | 66.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249.3254 |
| Minimum | 1 |
|---|---|
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.2375 |
| median | 172 |
| Q3 | 281.375 |
| 95-th percentile | 599.58 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 178.1375 |
Descriptive statistics
| Standard deviation | 791.63469 |
|---|---|
| Coefficient of variation (CV) | 3.1751065 |
| Kurtosis | 2255.5038 |
| Mean | 249.3254 |
| Median Absolute Deviation (MAD) | 82.625 |
| Skewness | 44.676039 |
| Sum | 739997.79 |
| Variance | 626685.48 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 73 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 82 | 9 | 0.3% |
| 136 | 8 | 0.3% |
| 60 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| 71 | 7 | 0.2% |
| Other values (1963) | 2881 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 40498.5 | 1 | |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 |
avg_unique_basket_size
Real number (ℝ)
| Distinct | 909 |
|---|---|
| Distinct (%) | 30.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.473826 |
| Minimum | 0.2 |
|---|---|
| Maximum | 259 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7.6666667 |
| median | 13.6 |
| Q3 | 22 |
| 95-th percentile | 45.9125 |
| Maximum | 259 |
| Range | 258.8 |
| Interquartile range (IQR) | 14.333333 |
Descriptive statistics
| Standard deviation | 15.452856 |
|---|---|
| Coefficient of variation (CV) | 0.88434305 |
| Kurtosis | 29.388198 |
| Mean | 17.473826 |
| Median Absolute Deviation (MAD) | 6.6 |
| Skewness | 3.4401001 |
| Sum | 51862.315 |
| Variance | 238.79077 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 43 | 1.4% |
| 9 | 42 | 1.4% |
| 16 | 41 | 1.4% |
| 8 | 39 | 1.3% |
| 17 | 37 | 1.2% |
| 14 | 37 | 1.2% |
| 11 | 36 | 1.2% |
| 7 | 36 | 1.2% |
| 15 | 34 | 1.1% |
| 5 | 34 | 1.1% |
| Other values (899) | 2589 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 6 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 259 | 1 | |
| 177 | 1 | |
| 148 | 1 | |
| 127 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 101 | 1 | |
| 98 | 1 | |
| 95.5 | 1 | |
| 94.33333333 | 1 |
| customer_id | monetary | recency | qtde_invoices | qtde_items | qtde_products | avg_ticket | avg_recency_days | frequency | qtdade_itens_retornados | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.076 | 0.001 | 0.025 | -0.070 | 0.012 | -0.130 | 0.019 | -0.002 | -0.063 | -0.123 | -0.017 |
| monetary | -0.076 | 1.000 | -0.415 | 0.770 | 0.927 | 0.744 | 0.246 | -0.248 | 0.090 | 0.372 | 0.576 | 0.104 |
| recency | 0.001 | -0.415 | 1.000 | -0.502 | -0.408 | -0.435 | 0.047 | 0.108 | 0.019 | -0.120 | -0.098 | 0.015 |
| qtde_invoices | 0.025 | 0.770 | -0.502 | 1.000 | 0.717 | 0.690 | 0.059 | -0.258 | 0.078 | 0.293 | 0.101 | -0.181 |
| qtde_items | -0.070 | 0.927 | -0.408 | 0.717 | 1.000 | 0.731 | 0.168 | -0.227 | 0.080 | 0.345 | 0.729 | 0.147 |
| qtde_products | 0.012 | 0.744 | -0.435 | 0.690 | 0.731 | 1.000 | -0.377 | -0.166 | 0.036 | 0.243 | 0.384 | 0.516 |
| avg_ticket | -0.130 | 0.246 | 0.047 | 0.059 | 0.168 | -0.377 | 1.000 | -0.122 | 0.091 | 0.189 | 0.189 | -0.618 |
| avg_recency_days | 0.019 | -0.248 | 0.108 | -0.258 | -0.227 | -0.166 | -0.122 | 1.000 | -0.881 | -0.396 | -0.077 | 0.130 |
| frequency | -0.002 | 0.090 | 0.019 | 0.078 | 0.080 | 0.036 | 0.091 | -0.881 | 1.000 | 0.234 | 0.027 | -0.121 |
| qtdade_itens_retornados | -0.063 | 0.372 | -0.120 | 0.293 | 0.345 | 0.243 | 0.189 | -0.396 | 0.234 | 1.000 | 0.212 | -0.053 |
| avg_basket_size | -0.123 | 0.576 | -0.098 | 0.101 | 0.729 | 0.384 | 0.189 | -0.077 | 0.027 | 0.212 | 1.000 | 0.403 |
| avg_unique_basket_size | -0.017 | 0.104 | 0.015 | -0.181 | 0.147 | 0.516 | -0.618 | 0.130 | -0.121 | -0.053 | 0.403 | 1.000 |
| customer_id | monetary | recency | qtde_invoices | qtde_items | qtde_products | avg_ticket | avg_recency_days | frequency | qtdade_itens_retornados | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.00 | 34.00 | 1733.00 | 297.00 | 18.15 | 35.50 | 17.00 | 40.00 | 50.97 | 0.62 |
| 1 | 13047 | 3232.59 | 56.00 | 9.00 | 1390.00 | 171.00 | 18.90 | 27.25 | 0.03 | 35.00 | 154.44 | 11.67 |
| 2 | 12583 | 6705.38 | 2.00 | 15.00 | 5028.00 | 232.00 | 28.90 | 23.19 | 0.04 | 50.00 | 335.20 | 7.60 |
| 3 | 13748 | 948.25 | 95.00 | 5.00 | 439.00 | 28.00 | 33.87 | 92.67 | 0.02 | 0.00 | 87.80 | 4.80 |
| 4 | 15100 | 876.00 | 333.00 | 3.00 | 80.00 | 3.00 | 292.00 | 8.60 | 0.07 | 22.00 | 26.67 | 0.33 |
| 5 | 15291 | 4623.30 | 25.00 | 14.00 | 2102.00 | 102.00 | 45.33 | 23.20 | 0.04 | 29.00 | 150.14 | 4.36 |
| 6 | 14688 | 5630.87 | 7.00 | 21.00 | 3621.00 | 327.00 | 17.22 | 18.30 | 0.06 | 399.00 | 172.43 | 7.05 |
| 7 | 17809 | 5411.91 | 16.00 | 12.00 | 2057.00 | 61.00 | 88.72 | 35.70 | 0.03 | 41.00 | 171.42 | 3.83 |
| 8 | 15311 | 60767.90 | 0.00 | 91.00 | 38194.00 | 2379.00 | 25.54 | 4.14 | 0.24 | 474.00 | 419.71 | 6.23 |
| 9 | 16098 | 2005.63 | 87.00 | 7.00 | 613.00 | 67.00 | 29.93 | 47.67 | 0.02 | 0.00 | 87.57 | 4.86 |
| customer_id | monetary | recency | qtde_invoices | qtde_items | qtde_products | avg_ticket | avg_recency_days | frequency | qtdade_itens_retornados | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5626 | 17727 | 1060.25 | 15.00 | 1.00 | 645.00 | 66.00 | 16.06 | 6.00 | 1.00 | 6.00 | 645.00 | 66.00 |
| 5636 | 17232 | 421.52 | 2.00 | 2.00 | 203.00 | 36.00 | 11.71 | 12.00 | 0.15 | 0.00 | 101.50 | 15.00 |
| 5637 | 17468 | 137.00 | 10.00 | 2.00 | 116.00 | 5.00 | 27.40 | 4.00 | 0.40 | 0.00 | 58.00 | 2.50 |
| 5648 | 13596 | 697.04 | 5.00 | 2.00 | 406.00 | 166.00 | 4.20 | 7.00 | 0.25 | 0.00 | 203.00 | 66.50 |
| 5654 | 14893 | 1237.85 | 9.00 | 2.00 | 799.00 | 73.00 | 16.96 | 2.00 | 0.67 | 0.00 | 399.50 | 36.00 |
| 5658 | 12479 | 473.20 | 11.00 | 1.00 | 382.00 | 30.00 | 15.77 | 4.00 | 1.00 | 34.00 | 382.00 | 30.00 |
| 5679 | 14126 | 706.13 | 7.00 | 3.00 | 508.00 | 15.00 | 47.08 | 3.00 | 0.75 | 50.00 | 169.33 | 4.67 |
| 5685 | 13521 | 1092.39 | 1.00 | 3.00 | 733.00 | 435.00 | 2.51 | 4.50 | 0.30 | 0.00 | 244.33 | 104.00 |
| 5695 | 15060 | 301.84 | 8.00 | 4.00 | 262.00 | 120.00 | 2.52 | 1.00 | 2.00 | 0.00 | 65.50 | 20.00 |
| 5714 | 12558 | 269.96 | 7.00 | 1.00 | 196.00 | 11.00 | 24.54 | 6.00 | 1.00 | 196.00 | 196.00 | 11.00 |